Linking Sensitive Data

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Linking Sensitive Data

Author : Peter Christen
Publisher :
ISBN 13 : 3030597067
Total Pages : 476 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Linking Sensitive Data by : Peter Christen

Download or read book Linking Sensitive Data written by Peter Christen and published by . This book was released on 2020 with total page 476 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides modern technical answers to the legal requirements of pseudonymisation as recommended by privacy legislation. It covers topics such as modern regulatory frameworks for sharing and linking sensitive information, concepts and algorithms for privacy-preserving record linkage and their computational aspects, practical considerations such as dealing with dirty and missing data, as well as privacy, risk, and performance assessment measures. Existing techniques for privacy-preserving record linkage are evaluated empirically and real-world application examples that scale to population sizes are described. The book also includes pointers to freely available software tools, benchmark data sets, and tools to generate synthetic data that can be used to test and evaluate linkage techniques. This book consists of fourteen chapters grouped into four parts, and two appendices. The first part introduces the reader to the topic of linking sensitive data, the second part covers methods and techniques to link such data, the third part discusses aspects of practical importance, and the fourth part provides an outlook of future challenges and open research problems relevant to linking sensitive databases. The appendices provide pointers and describe freely available, open-source software systems that allow the linkage of sensitive data, and provide further details about the evaluations presented. A companion Web site at https://dmm.anu.edu.au/lsdbook2020 provides additional material and Python programs used in the book. This book is mainly written for applied scientists, researchers, and advanced practitioners in governments, industry, and universities who are concerned with developing, implementing, and deploying systems and tools to share sensitive information in administrative, commercial, or medical databases. The Book describes how linkage methods work and how to evaluate their performance. It covers all the major concepts and methods and also discusses practical matters such as computational efficiency, which are critical if the methods are to be used in practice - and it does all this in a highly accessible way! David J. Hand, Imperial College, London.

Data Matching

Author : Peter Christen
Publisher : Springer Science & Business Media
ISBN 13 : 3642311644
Total Pages : 279 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Data Matching by : Peter Christen

Download or read book Data Matching written by Peter Christen and published by Springer Science & Business Media. This book was released on 2012-07-04 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data matching (also known as record or data linkage, entity resolution, object identification, or field matching) is the task of identifying, matching and merging records that correspond to the same entities from several databases or even within one database. Based on research in various domains including applied statistics, health informatics, data mining, machine learning, artificial intelligence, database management, and digital libraries, significant advances have been achieved over the last decade in all aspects of the data matching process, especially on how to improve the accuracy of data matching, and its scalability to large databases. Peter Christen’s book is divided into three parts: Part I, “Overview”, introduces the subject by presenting several sample applications and their special challenges, as well as a general overview of a generic data matching process. Part II, “Steps of the Data Matching Process”, then details its main steps like pre-processing, indexing, field and record comparison, classification, and quality evaluation. Lastly, part III, “Further Topics”, deals with specific aspects like privacy, real-time matching, or matching unstructured data. Finally, it briefly describes the main features of many research and open source systems available today. By providing the reader with a broad range of data matching concepts and techniques and touching on all aspects of the data matching process, this book helps researchers as well as students specializing in data quality or data matching aspects to familiarize themselves with recent research advances and to identify open research challenges in the area of data matching. To this end, each chapter of the book includes a final section that provides pointers to further background and research material. Practitioners will better understand the current state of the art in data matching as well as the internal workings and limitations of current systems. Especially, they will learn that it is often not feasible to simply implement an existing off-the-shelf data matching system without substantial adaption and customization. Such practical considerations are discussed for each of the major steps in the data matching process.

Handbook of Big Data Technologies

Author : Albert Y. Zomaya
Publisher : Springer
ISBN 13 : 331949340X
Total Pages : 895 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Handbook of Big Data Technologies by : Albert Y. Zomaya

Download or read book Handbook of Big Data Technologies written by Albert Y. Zomaya and published by Springer. This book was released on 2017-02-25 with total page 895 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook offers comprehensive coverage of recent advancements in Big Data technologies and related paradigms. Chapters are authored by international leading experts in the field, and have been reviewed and revised for maximum reader value. The volume consists of twenty-five chapters organized into four main parts. Part one covers the fundamental concepts of Big Data technologies including data curation mechanisms, data models, storage models, programming models and programming platforms. It also dives into the details of implementing Big SQL query engines and big stream processing systems. Part Two focuses on the semantic aspects of Big Data management including data integration and exploratory ad hoc analysis in addition to structured querying and pattern matching techniques. Part Three presents a comprehensive overview of large scale graph processing. It covers the most recent research in large scale graph processing platforms, introducing several scalable graph querying and mining mechanisms in domains such as social networks. Part Four details novel applications that have been made possible by the rapid emergence of Big Data technologies such as Internet-of-Things (IOT), Cognitive Computing and SCADA Systems. All parts of the book discuss open research problems, including potential opportunities, that have arisen from the rapid progress of Big Data technologies and the associated increasing requirements of application domains. Designed for researchers, IT professionals and graduate students, this book is a timely contribution to the growing Big Data field. Big Data has been recognized as one of leading emerging technologies that will have a major contribution and impact on the various fields of science and varies aspect of the human society over the coming decades. Therefore, the content in this book will be an essential tool to help readers understand the development and future of the field.

Record Linkage and Privacy

Author : United States. General Accounting Office
Publisher : DIANE Publishing
ISBN 13 : 1428949291
Total Pages : 172 pages
Book Rating : 4.4/5 (289 download)

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Book Synopsis Record Linkage and Privacy by : United States. General Accounting Office

Download or read book Record Linkage and Privacy written by United States. General Accounting Office and published by DIANE Publishing. This book was released on 2001 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Highly Sensitive Person

Author : Elaine N. Aron
Publisher : Kensington Publishing Corp.
ISBN 13 : 0806536705
Total Pages : 386 pages
Book Rating : 4.8/5 (65 download)

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Book Synopsis The Highly Sensitive Person by : Elaine N. Aron

Download or read book The Highly Sensitive Person written by Elaine N. Aron and published by Kensington Publishing Corp.. This book was released on 2013-12-01 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 25TH ANNIVERSARY EDITION of the original ground-breaking book on high sensitivity with over 500,000 copies sold. ARE YOU A HIGHLY SENSITIVE PERSON? Do you have a keen imagination and vivid dreams? Is time alone each day as essential to you as food and water? Are you noted for your empathy? Your conscientiousness? Do noise and confusion quickly overwhelm you? If your answers are yes, you may be a highly sensitive person (HSP) and Dr. Elaine Aron’s The Highly Sensitive Person is the life-changing guide you’ll want in your toolbox. Over twenty percent of people have this amazing, innate trait. Maybe you are one of them. A similar percentage is found in over 100 species, because high sensitivity is a survival strategy. It is also a way of life for HSPs. In this 25th anniversary edition of the groundbreaking classic, Dr. Elaine Aron, a research and clinical psychologist as well as an HSP herself, helps you grasp the reality of your wonderful trait, understand your past in the light of it, and make the most of it in your future. Drawing on her many years of study and face-to-face time spent with thousands of HSPs, she explains the changes you will need to make in order to lead a fuller, richer life. Along with a new Author’s Note, the latest scientific research, and a fresh discussion of anti-depressants, this edition of The Highly Sensitive Person is more essential than ever for creating the sense of self-worth and empowerment every HSP deserves and our planet needs. “Elaine Aron has not only validated and scientifically corroborated high sensitivity as a trait—she has given a level of empowerment and understanding to a large group of the planet’s population. I thank Dr. Aron every day for her having brought this awareness to the world.” —Alanis Morissette, artist, activist, teacher

Record Linkage and Privacy

Author :
Publisher :
ISBN 13 :
Total Pages : 174 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Record Linkage and Privacy by :

Download or read book Record Linkage and Privacy written by and published by . This book was released on 2001 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Algorithmic Foundations of Differential Privacy

Author : Cynthia Dwork
Publisher :
ISBN 13 : 9781601988188
Total Pages : 286 pages
Book Rating : 4.9/5 (881 download)

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Book Synopsis The Algorithmic Foundations of Differential Privacy by : Cynthia Dwork

Download or read book The Algorithmic Foundations of Differential Privacy written by Cynthia Dwork and published by . This book was released on 2014 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: The problem of privacy-preserving data analysis has a long history spanning multiple disciplines. As electronic data about individuals becomes increasingly detailed, and as technology enables ever more powerful collection and curation of these data, the need increases for a robust, meaningful, and mathematically rigorous definition of privacy, together with a computationally rich class of algorithms that satisfy this definition. Differential Privacy is such a definition. The Algorithmic Foundations of Differential Privacy starts out by motivating and discussing the meaning of differential privacy, and proceeds to explore the fundamental techniques for achieving differential privacy, and the application of these techniques in creative combinations, using the query-release problem as an ongoing example. A key point is that, by rethinking the computational goal, one can often obtain far better results than would be achieved by methodically replacing each step of a non-private computation with a differentially private implementation. Despite some powerful computational results, there are still fundamental limitations. Virtually all the algorithms discussed herein maintain differential privacy against adversaries of arbitrary computational power -- certain algorithms are computationally intensive, others are efficient. Computational complexity for the adversary and the algorithm are both discussed. The monograph then turns from fundamentals to applications other than query-release, discussing differentially private methods for mechanism design and machine learning. The vast majority of the literature on differentially private algorithms considers a single, static, database that is subject to many analyses. Differential privacy in other models, including distributed databases and computations on data streams, is discussed. The Algorithmic Foundations of Differential Privacy is meant as a thorough introduction to the problems and techniques of differential privacy, and is an invaluable reference for anyone with an interest in the topic.

Methodological Developments in Data Linkage

Author : Katie Harron
Publisher : John Wiley & Sons
ISBN 13 : 1118745876
Total Pages : 286 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Methodological Developments in Data Linkage by : Katie Harron

Download or read book Methodological Developments in Data Linkage written by Katie Harron and published by John Wiley & Sons. This book was released on 2015-12-14 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive compilation of new developments in data linkage methodology The increasing availability of large administrative databases has led to a dramatic rise in the use of data linkage, yet the standard texts on linkage are still those which describe the seminal work from the 1950-60s, with some updates. Linkage and analysis of data across sources remains problematic due to lack of discriminatory and accurate identifiers, missing data and regulatory issues. Recent developments in data linkage methodology have concentrated on bias and analysis of linked data, novel approaches to organising relationships between databases and privacy-preserving linkage. Methodological Developments in Data Linkage brings together a collection of contributions from members of the international data linkage community, covering cutting edge methodology in this field. It presents opportunities and challenges provided by linkage of large and often complex datasets, including analysis problems, legal and security aspects, models for data access and the development of novel research areas. New methods for handling uncertainty in analysis of linked data, solutions for anonymised linkage and alternative models for data collection are also discussed. Key Features: Presents cutting edge methods for a topic of increasing importance to a wide range of research areas, with applications to data linkage systems internationally Covers the essential issues associated with data linkage today Includes examples based on real data linkage systems, highlighting the opportunities, successes and challenges that the increasing availability of linkage data provides Novel approach incorporates technical aspects of both linkage, management and analysis of linked data This book will be of core interest to academics, government employees, data holders, data managers, analysts and statisticians who use administrative data. It will also appeal to researchers in a variety of areas, including epidemiology, biostatistics, social statistics, informatics, policy and public health.

Advances in Business Statistics, Methods and Data Collection

Author : Ger Snijkers
Publisher : John Wiley & Sons
ISBN 13 : 1119672309
Total Pages : 900 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Advances in Business Statistics, Methods and Data Collection by : Ger Snijkers

Download or read book Advances in Business Statistics, Methods and Data Collection written by Ger Snijkers and published by John Wiley & Sons. This book was released on 2023-02-22 with total page 900 pages. Available in PDF, EPUB and Kindle. Book excerpt: ADVANCES IN BUSINESS STATISTICS, METHODS AND DATA COLLECTION Advances in Business Statistics, Methods and Data Collection delivers insights into the latest state of play in producing establishment statistics, obtained from businesses, farms and institutions. Presenting materials and reflecting discussions from the 6th International Conference on Establishment Statistics (ICES-VI), this edited volume provides a broad overview of methodology underlying current establishment statistics from every aspect of the production life cycle while spotlighting innovative and impactful advancements in the development, conduct, and evaluation of modern establishment statistics programs. Highlights include: Practical discussions on agile, timely, and accurate measurement of rapidly evolving economic phenomena such as globalization, new computer technologies, and the informal sector. Comprehensive explorations of administrative and new data sources and technologies, covering big (organic) data sources and methods for data integration, linking, machine learning and visualization. Detailed compilations of statistical programs’ responses to wide-ranging data collection and production challenges, among others caused by the Covid-19 pandemic. In-depth examinations of business survey questionnaire design, computerization, pretesting methods, experimentation, and paradata. Methodical presentations of conventional and emerging procedures in survey statistics techniques for establishment statistics, encompassing probability sampling designs and sample coordination, non-probability sampling, missing data treatments, small area estimation and Bayesian methods. Providing a broad overview of most up-to-date science, this book challenges the status quo and prepares researchers for current and future challenges in establishment statistics and methods. Perfect for survey researchers, government statisticians, National Bank employees, economists, and undergraduate and graduate students in survey research and economics, Advances in Business Statistics, Methods and Data Collection will also earn a place in the toolkit of researchers working –with data– in industries across a variety of fields.

Designing Data-Intensive Applications

Author : Martin Kleppmann
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491903104
Total Pages : 658 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Designing Data-Intensive Applications by : Martin Kleppmann

Download or read book Designing Data-Intensive Applications written by Martin Kleppmann and published by "O'Reilly Media, Inc.". This book was released on 2017-03-16 with total page 658 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is at the center of many challenges in system design today. Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords? In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. Peer under the hood of the systems you already use, and learn how to use and operate them more effectively Make informed decisions by identifying the strengths and weaknesses of different tools Navigate the trade-offs around consistency, scalability, fault tolerance, and complexity Understand the distributed systems research upon which modern databases are built Peek behind the scenes of major online services, and learn from their architectures

Advanced Information Systems Engineering Workshops

Author : João Paulo A. Almeida
Publisher : Springer Nature
ISBN 13 : 3031610032
Total Pages : 382 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Advanced Information Systems Engineering Workshops by : João Paulo A. Almeida

Download or read book Advanced Information Systems Engineering Workshops written by João Paulo A. Almeida and published by Springer Nature. This book was released on with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer Matching and Privacy Protection Act of 1987

Author : United States. Congress. House. Committee on Government Operations. Government Information, Justice, and Agriculture Subcommittee
Publisher :
ISBN 13 :
Total Pages : 152 pages
Book Rating : 4.3/5 (121 download)

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Book Synopsis Computer Matching and Privacy Protection Act of 1987 by : United States. Congress. House. Committee on Government Operations. Government Information, Justice, and Agriculture Subcommittee

Download or read book Computer Matching and Privacy Protection Act of 1987 written by United States. Congress. House. Committee on Government Operations. Government Information, Justice, and Agriculture Subcommittee and published by . This book was released on 1987 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Registries for Evaluating Patient Outcomes

Author : Agency for Healthcare Research and Quality/AHRQ
Publisher : Government Printing Office
ISBN 13 : 1587634333
Total Pages : 396 pages
Book Rating : 4.5/5 (876 download)

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Book Synopsis Registries for Evaluating Patient Outcomes by : Agency for Healthcare Research and Quality/AHRQ

Download or read book Registries for Evaluating Patient Outcomes written by Agency for Healthcare Research and Quality/AHRQ and published by Government Printing Office. This book was released on 2014-04-01 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: This User’s Guide is intended to support the design, implementation, analysis, interpretation, and quality evaluation of registries created to increase understanding of patient outcomes. For the purposes of this guide, a patient registry is an organized system that uses observational study methods to collect uniform data (clinical and other) to evaluate specified outcomes for a population defined by a particular disease, condition, or exposure, and that serves one or more predetermined scientific, clinical, or policy purposes. A registry database is a file (or files) derived from the registry. Although registries can serve many purposes, this guide focuses on registries created for one or more of the following purposes: to describe the natural history of disease, to determine clinical effectiveness or cost-effectiveness of health care products and services, to measure or monitor safety and harm, and/or to measure quality of care. Registries are classified according to how their populations are defined. For example, product registries include patients who have been exposed to biopharmaceutical products or medical devices. Health services registries consist of patients who have had a common procedure, clinical encounter, or hospitalization. Disease or condition registries are defined by patients having the same diagnosis, such as cystic fibrosis or heart failure. The User’s Guide was created by researchers affiliated with AHRQ’s Effective Health Care Program, particularly those who participated in AHRQ’s DEcIDE (Developing Evidence to Inform Decisions About Effectiveness) program. Chapters were subject to multiple internal and external independent reviews.

Zero Trust Networks

Author : Evan Gilman
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 149196216X
Total Pages : 240 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Zero Trust Networks by : Evan Gilman

Download or read book Zero Trust Networks written by Evan Gilman and published by "O'Reilly Media, Inc.". This book was released on 2017-06-19 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: The perimeter defenses guarding your network perhaps are not as secure as you think. Hosts behind the firewall have no defenses of their own, so when a host in the "trusted" zone is breached, access to your data center is not far behind. That’s an all-too-familiar scenario today. With this practical book, you’ll learn the principles behind zero trust architecture, along with details necessary to implement it. The Zero Trust Model treats all hosts as if they’re internet-facing, and considers the entire network to be compromised and hostile. By taking this approach, you’ll focus on building strong authentication, authorization, and encryption throughout, while providing compartmentalized access and better operational agility. Understand how perimeter-based defenses have evolved to become the broken model we use today Explore two case studies of zero trust in production networks on the client side (Google) and on the server side (PagerDuty) Get example configuration for open source tools that you can use to build a zero trust network Learn how to migrate from a perimeter-based network to a zero trust network in production

Guide to Protecting the Confidentiality of Personally Identifiable Information

Author : Erika McCallister
Publisher : DIANE Publishing
ISBN 13 : 1437934889
Total Pages : 59 pages
Book Rating : 4.4/5 (379 download)

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Book Synopsis Guide to Protecting the Confidentiality of Personally Identifiable Information by : Erika McCallister

Download or read book Guide to Protecting the Confidentiality of Personally Identifiable Information written by Erika McCallister and published by DIANE Publishing. This book was released on 2010-09 with total page 59 pages. Available in PDF, EPUB and Kindle. Book excerpt: The escalation of security breaches involving personally identifiable information (PII) has contributed to the loss of millions of records over the past few years. Breaches involving PII are hazardous to both individuals and org. Individual harms may include identity theft, embarrassment, or blackmail. Organ. harms may include a loss of public trust, legal liability, or remediation costs. To protect the confidentiality of PII, org. should use a risk-based approach. This report provides guidelines for a risk-based approach to protecting the confidentiality of PII. The recommend. here are intended primarily for U.S. Fed. gov¿t. agencies and those who conduct business on behalf of the agencies, but other org. may find portions of the publication useful.

Executive Presence

Author : Sylvia Ann Hewlett
Publisher : Harper Collins
ISBN 13 : 0062246909
Total Pages : 178 pages
Book Rating : 4.0/5 (622 download)

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Book Synopsis Executive Presence by : Sylvia Ann Hewlett

Download or read book Executive Presence written by Sylvia Ann Hewlett and published by Harper Collins. This book was released on 2014-06-03 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are you “leadership material?” More importantly, do others perceive you to be? Sylvia Ann Hewlett, a noted expert on workplace power and influence, shows you how to identify and embody the Executive Presence (EP) that you need to succeed. You can have the experience and qualifications of a leader, but without executive presence, you won't advance. EP is an amalgam of qualities that true leaders exude, a presence that telegraphs you're in charge or deserve to be. Articulating those qualities isn't easy, however. Based on a nationwide survey of college graduates working across a range of sectors and occupations, Sylvia Hewlett and the Center for Talent Innovation discovered that EP is a dynamic, cohesive mix of appearance, communication, and gravitas. While these elements are not equal, to have true EP, you must know how to use all of them to your advantage. Filled with eye-opening insights, analysis, and practical advice for both men and women, mixed with illustrative examples from executives learning to use the EP, Executive Presence will help you make the leap from working like an executive to feeling like an executive.

Methodological Developments in Data Linkage

Author : Katie Harron
Publisher : John Wiley & Sons
ISBN 13 : 1119072484
Total Pages : 288 pages
Book Rating : 4.1/5 (19 download)

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Book Synopsis Methodological Developments in Data Linkage by : Katie Harron

Download or read book Methodological Developments in Data Linkage written by Katie Harron and published by John Wiley & Sons. This book was released on 2015-09-22 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive compilation of new developments in data linkage methodology The increasing availability of large administrative databases has led to a dramatic rise in the use of data linkage, yet the standard texts on linkage are still those which describe the seminal work from the 1950-60s, with some updates. Linkage and analysis of data across sources remains problematic due to lack of discriminatory and accurate identifiers, missing data and regulatory issues. Recent developments in data linkage methodology have concentrated on bias and analysis of linked data, novel approaches to organising relationships between databases and privacy-preserving linkage. Methodological Developments in Data Linkage brings together a collection of contributions from members of the international data linkage community, covering cutting edge methodology in this field. It presents opportunities and challenges provided by linkage of large and often complex datasets, including analysis problems, legal and security aspects, models for data access and the development of novel research areas. New methods for handling uncertainty in analysis of linked data, solutions for anonymised linkage and alternative models for data collection are also discussed. Key Features: Presents cutting edge methods for a topic of increasing importance to a wide range of research areas, with applications to data linkage systems internationally Covers the essential issues associated with data linkage today Includes examples based on real data linkage systems, highlighting the opportunities, successes and challenges that the increasing availability of linkage data provides Novel approach incorporates technical aspects of both linkage, management and analysis of linked data This book will be of core interest to academics, government employees, data holders, data managers, analysts and statisticians who use administrative data. It will also appeal to researchers in a variety of areas, including epidemiology, biostatistics, social statistics, informatics, policy and public health.